Bay or City departures? Knowing which way they will fly?

[Robbie J]

Aircraft departures change throughout the day - 16L/34R or 16R/34L.

Before I get to the airport, how do I find out which way the aircraft will fly out - over Botany Bay or towards the city?

Is a 'scanner' required?

Thanks in advance.